Research on Method of Generating Clothing Images from Sketches Based on GAN

Abstract

With the continuous development of the fashion industry and the progress of digital technology, the demand for converting sketches into target images using computers has been increasing. In the generation of clothing images from sketches, how to generate complex textures and realistic effects has always been an important challenge. This paper constructs a dataset for generating clothing images from sketches and realizes the conversion from sketches to clothing images based on the generative adversarial network model. Experimental results show that this method can effectively generate clothing images from sketches, and the generated images have clear textures and high fidelity.